DocumentCode
1036298
Title
Emulating random process target statistics (using MSF)
Author
Kerr, Thomas H.
Author_Institution
TeK Assoc., Lexington, MA, USA
Volume
30
Issue
2
fYear
1994
fDate
4/1/1994 12:00:00 AM
Firstpage
556
Lastpage
577
Abstract
The topics of matrix spectral factorization (MSF) in conjunction with results from realization theory are applied here in simulating a stationary multi-input/multi-output (MIMO) linear system from a specified power spectral density matrix. MSF provides the appropriate transfer function matrix and realization theory specifies the corresponding parameters of a linear system having this transfer function This approach can be used to correctly capture the cross correlations that exist in a multichannel vector random process (representing a particular radar target signature). Aspects of the solution to this problem are illustrated using an original representative example problem with a closed-form answer. Existing software programs for accomplishing MSF are identified and one has been successfully validated using the known closed-form solution mentioned above. A streamlined realization algorithm (offered here as the primary theoretical contribution) can be used along with the MSF computer program and can now be applied to actual radar data. Besides multichannel spectral estimation, several other important applications of this same MSF solution methodology are summarized in Appendix B including extending applicability to the complex case (to handle radar polarization issues related to coherent phase processing), and finally in reexpressing second order statistics of a multichannel autoregressive moving average (ARMA) process as those of a simpler but mathematically equivalent autoregressive (AR) process of slightly higher dimensions (as another original application of the same major result offered here)
Keywords
correlation methods; matrix algebra; random processes; signal detection; signal processing; statistical analysis; MIMO; closed-form solution; coherent phase processing; computer program; cross correlations; linear system; matrix spectral factorization; multichannel autoregressive moving average process; multichannel spectral estimation; multichannel vector random process; power spectral density matrix; radar polarization; radar target signature; random process target statistics; second order statistics; software programs; stationary multi-input/multi-output linear system; streamlined realization algorithm; transfer function matrix; Autoregressive processes; Closed-form solution; Linear systems; MIMO; Phase estimation; Radar theory; Random processes; Statistics; Transfer functions; Vectors;
fLanguage
English
Journal_Title
Aerospace and Electronic Systems, IEEE Transactions on
Publisher
ieee
ISSN
0018-9251
Type
jour
DOI
10.1109/7.272278
Filename
272278
Link To Document